1.Predicting intraoperative blood transfusion risk in hip fracture patients using explainable machine learning models
Fengting LU ; Xiaoming LI ; Dekui LI ; Xianyuan XIE ; Jiazhong WANG ; Qing YU ; Gan HUANG ; Jun SHEN
Chinese Journal of Blood Transfusion 2026;39(2):196-202
Objective: To investigate the factors influencing intraoperative blood transfusion in patients with hip fractures and to develop a machine learning (ML) model for predicting this risk. Methods: A total of 424 patients with hip fractures who underwent surgical treatment between November 2022 and March 2025 in our hospital were selected. Key feature variables of intraoperative blood transfusion risk were identified using the Boruta algorithm. Four different ML algorithms—support vector machine (SVM), linear discriminant analysis (LDA), mixed discriminant analysis (MDA), and extreme gradient boosting (XGBoost)—were used to develop predictive models for intraoperative blood transfusion risk. The predictive performance of the four ML models were evaluated using accuracy, precision, receiver operating characteristic (ROC) curves, precision-recall curves (PRC), precision-recall gain curves (PRGC), and F1 scores. Shapley additive interpretation (SHAP) was used to interpret the final model. Results: Among the 424 patients, 77(18.2%) received intraoperative blood transfusion. The Boruta algorithm identified albumin (ALB), activated partial thromboplastin time (APTT), types of anesthesia, types of fracture, and hemoglobin (Hb) as key feature variables for predicting intraoperative blood transfusion risk. In model evaluation, the SVM model outperforms the other three models across multiple metrics, including the area under the receiver operating characteristic curve (AUC), recall, recall gain, accuracy, precision, F1 score, and the area under the precision-recall curve (PRC-AUC). The SVM model, interpreted and visualized based on SHAP values, effectively predicted intraoperative blood transfusion risk in patients with hip fracture. A visual online application was developed based on the SVM model (https://pbo-nomogram.shinyapps.io/blood/). Conclusion: Preoperative low ALB and Hb levels, prolonged APTT, general anesthesia, and intertrochanteric fractures are risk factors for intraoperative blood transfusion in hip fracture patients. The risk prediction model for intraoperative blood transfusion constructed based on the SVM algorithm has optimal performance, which provides new ideas and methods for the clinical early identification of hip fracture patients with high transfusion risk and the implementation of targeted interventions.
2.Effect of Shixiang plaster on promoting wound healing of diabetic foot ulcer
Lu GAN ; Yu LENG ; Dan YUAN ; Liping JIN ; Yonghong JIANG ; Mengyun XIAO ; Xiuya REN ; Wei XIE
Chinese Journal of Nosocomiology 2025;35(10):1466-1471
OBJECTIVE To observe the effect of Shixiang plaster on promoting the wound healing of diabetic foot ulcer.METHODS Totally 50 male SPF grade SD rats were prepared to establish the diabetic models by feeding with high glucose and high fat forage and intraperitoneal injection of streptozotocin,the rats models that were es-tablished successfully were randomly divided into the model group,the Shixiang plaster group and the Kangfuxin solution group.The models of diabetic ulcers were established.The Shixiang plaster group was treated with exter-nal Shixiang plaster,the Kangfuxin solution group was given external Kangfuxin solution,and the model group was treated with coverage with sterile gauze.The wound healing status of the rats was observed,the wound tis-sues were collected for bacterial culture and hematoxylin-eosin(HE)staining after drug administration for 14 and 28 days,respectively.The expression levels of nuclear factor-red cell-2-related factor 2(Nrf-2),heme oxygenase-1(HO-1),tumor necrosis factor-α(TNF-α),interleukin-6(IL-6)and vascular endothelial growth factor(VEGF)were detected by immunohistochemistry(IHC),the expression levels of Nrf-2 and HO-1 were detected with the use of Western Blot,and the levels of serum malondialdehyde(MDA),superoxide dismutase(SOD)and reactive oxygen species(ROS)were detected by enzyme-linked immunosorbent assay(ELISA).RESULTS After the drug administration for 14 and 28 days,the wound healing rates of the Shixiang plaster group were(62.15±3.82)%and(81.68±3.83)%,respectively,higher than(47.14±2.80)%and(69.96±6.49)%of the Kangfuxin solu-tion group and(29.14±9.52)%and(57.91±6.63)%of the model group,and there were significant differences(F=21.716,12.626,P=0.002,0.007).The bacterial colony counts of the Shixiang plaster group were less than those of the Kangfuxin solution group and the model group after the drug administration for 14 and 28 days(P<0.05).The result of HE staining showed that the Shixiang plaster group had a better wound healing.The result of IHC indicated that the expression levels of Nrf-2,HO-1 and VEGF of the Kangfuxin solution group and the Shix-iang plaster group were up-regulated after the drug administration for 28 days,while the expression levels of TNF-α and IL-6 were down-regulated.The expression levels of Nrf-2 and HO-1 proteins of the Shixiang plaster group were higher than those of the Kangfuxin solution group and the model group after the drug administration for 14 and 28 days,the levels of serum MDA and ROS of the Shixiang plaster group were lower than those of the Kangfuxin solution group and the model group,and the serum SOD level of the Shixiang plaster group was higher than that of the model group(P<0.05).CONCLUSIONS Shixiang plaster can effectively promote the wound heal-ing of the rats with diabetic foot ulcers and reduce the bacterial colony counts of wound surfaces.The mechanism may be associated with the alleviation of oxidative stress injury by mediating the Nrf-2/HO-1 signaling pathways,promotion of angiogenesis and inhibition of excessive inflammatory reactions.
3.Established cell model and mechanism of visceral hypersensitivity and nerve hyperplasia in IBS using P815 and N2a co-culture
Hongbin LI ; Chunli GAN ; Xiangyu XIE ; Shan LIU ; Qin LU ; Wei KE ; Shi-yu QI ; Yusheng HUANG ; Hongmei TANG
Chinese Journal of Pathophysiology 2025;41(4):825-832
AIM:To establish a cell model of visceral hypersensitivity and nerve hyperplasia in irritable bowel syndrome(IBS)by conducting an in vitro co-culture of mouse P815 mast cells and N2a nerve cells and explore its possible mechanism.METHODS:Enzyme-linked immunosorbent assay(ELISA)with three replicates was used to confirm the C48/80-induced P815 degranulation.The length of neurites was observed under bright field microscopy to determine the number of differentiated neurons,thereby selecting the concentration of retinoic acid(RA)for stimulating the differentia-tion of N2a cells,with four replicates.A co-culture system of P815 and N2a cells was established using Transwell cham-bers with four replicates.The following groups were established:N2a cells cultured alone,N2a cells co-cultured with P815 cells,N2a cells co-cultured with P815 cells plus C48/80,and N2a cells plus RA group.After co-culturing,the num-ber of differentiated N2a cells was observed under bright field.The expression of nerve growth factor(NGF),tyrosine ki-nase receptor A(TRKA),growth-associated protein-43(GAP43),neuron-specific enolase(NSE),synapsin(SYN),and postsynaptic density protein-95(PSD-95)at both protein and gene levels in N2a cells was detected using Western blot and polymerase chain reaction(PCR),with four replicates.RESULTS:The best condition for N2a differentiation was stimulation with 10 μmol/L RA for 24 hours,whereas the best condition for degranulation was stimulation of P815 cells with 20 mg/L C48/80 for 24 hours.Compared with N2a cells cultured alone,the differentiation ratio of the N2a+P815+C48/80 and N2a+RA groups was significantly increased(P<0.01),and the protein and mRNA expressions of NGF,TRKA,GAP43,NSE,SYN,and PSD-95 were significantly increased(P<0.05).CONCLUSION:Our results revealed that mast cell degranulation enhances the level of nerve hyperplasia in enteric nerve cells and promotes changes in nerve structure and function.Synaptic remodeling regulated by abnormal expression of key proteins such as NGF,TRKA,and GAP43 is involved in the nerve hyperplasia induced by mast cell degranulation.
4.Expert consensus on infection prevention and control of Creutzfeldt-Jakob disease in medical institutions
Tianxiang GE ; Yangyang JIA ; Chunhui LI ; Jianrong HUANG ; Xiujuan MENG ; Xiaodong GAO ; Jingping ZHANG ; Fu QIAO ; Lijuan XIONG ; Hui LIANG ; Wei LI ; Haiyan LOU ; Wenjuan WU ; Tianxin XIANG ; Jiansen CHEN ; Biao ZHU ; Kaijin XU ; Zhihui ZHOU ; Hongliu CAI ; Meihong YU ; Yan ZHANG ; Yanwan SHANGGUAN ; Haiting FENG ; Hangping YAO ; Lei GUO ; Tieer GAN ; Weihong ZHANG ; Jimin SUN ; Ye LU ; Qun LU ; Meng CAI ; Jin SHEN ; Yunsong YU ; Anhua WU ; Liu-yi LI ; Tingting QU
Chinese Journal of Infection Control 2025;24(4):437-450
Creutzfeldt-Jakob disease(CJD)is a rapidly progressive and fatal neurodegenerative disorder caused by prions,with certain infectivity and iatrogenic transmission risks.With the rapid progress and application of new dia-gnostic biomarkers and detection methods,as well as the construction and improvement of surveillance and reporting systems,the detection of CJD in patients domestically and internationally has shown an increasing trend year by year.Due to its long incubation period and heterogeneity of early symptoms,early identification and diagnosis of the disease is difficult,increasing the risk of transmission within medical institutions.Currently,there is a lack of con-sensus on the infection prevention and control of CJD.In order to timely identify and diagnose CJD as well as effec-tively block its transmission in medical institutions,this consensus summarizes 15 clinical concerns and formulates 24 specific recommendations based on the latest domestic and international research findings and clinical evidence,as well as combines with clinical practice,aiming to standardize healthcare-associated infection prevention and control measures for CJD and reduce its transmission risk in medical institutions.
5.A novel DKC1 gene mutation in a case of dyskeratosis congenita
Wenli HE ; Shuyu FANG ; Lu YANG ; Rui GAN ; Lang YU ; Yunfei AN ; Xiaodong ZHAO ; Li'na ZHOU
Immunological Journal 2025;41(2):103-109
Objective To determine the pathogenicity of a novel mutation(c.109_111del)in DKC1 gene of an adult patient,and to analyze the clinical phenotype,immunophenotype and telomere length,so as to provide clues for early clinical identification and diagnosis.Methods The clinical data and peripheral blood samples of the patient were collected for genetic testing and family analysis.The lymphocyte subsets of the patient were detected by Flow cytometry,and the telomere length of the patient and healthy controls were detected by Flow-FISH.Results The main clinical manifestations of the patient were mucocutaneous triad,bone marrow failure and infection.The telomere length of lymphocytes in the patient was significantly shorter than that of healthy controls of the same age,and the absolute value and percentage of lymphocyte subsets were abnormal.Conclusion The clinical manifestations of DC patients are diverse.Flow-FISH detection of telomere length is helpful for early diagnosis of DC patients.
6.Expert consensus on infection prevention and control of Creutzfeldt-Jakob disease in medical institutions
Tianxiang GE ; Yangyang JIA ; Chunhui LI ; Jianrong HUANG ; Xiujuan MENG ; Xiaodong GAO ; Jingping ZHANG ; Fu QIAO ; Lijuan XIONG ; Hui LIANG ; Wei LI ; Haiyan LOU ; Wenjuan WU ; Tianxin XIANG ; Jiansen CHEN ; Biao ZHU ; Kaijin XU ; Zhihui ZHOU ; Hongliu CAI ; Meihong YU ; Yan ZHANG ; Yanwan SHANGGUAN ; Haiting FENG ; Hangping YAO ; Lei GUO ; Tieer GAN ; Weihong ZHANG ; Jimin SUN ; Ye LU ; Qun LU ; Meng CAI ; Jin SHEN ; Yunsong YU ; Anhua WU ; Liu-yi LI ; Tingting QU
Chinese Journal of Infection Control 2025;24(4):437-450
Creutzfeldt-Jakob disease(CJD)is a rapidly progressive and fatal neurodegenerative disorder caused by prions,with certain infectivity and iatrogenic transmission risks.With the rapid progress and application of new dia-gnostic biomarkers and detection methods,as well as the construction and improvement of surveillance and reporting systems,the detection of CJD in patients domestically and internationally has shown an increasing trend year by year.Due to its long incubation period and heterogeneity of early symptoms,early identification and diagnosis of the disease is difficult,increasing the risk of transmission within medical institutions.Currently,there is a lack of con-sensus on the infection prevention and control of CJD.In order to timely identify and diagnose CJD as well as effec-tively block its transmission in medical institutions,this consensus summarizes 15 clinical concerns and formulates 24 specific recommendations based on the latest domestic and international research findings and clinical evidence,as well as combines with clinical practice,aiming to standardize healthcare-associated infection prevention and control measures for CJD and reduce its transmission risk in medical institutions.
7.Effect of Shixiang plaster on promoting wound healing of diabetic foot ulcer
Lu GAN ; Yu LENG ; Dan YUAN ; Liping JIN ; Yonghong JIANG ; Mengyun XIAO ; Xiuya REN ; Wei XIE
Chinese Journal of Nosocomiology 2025;35(10):1466-1471
OBJECTIVE To observe the effect of Shixiang plaster on promoting the wound healing of diabetic foot ulcer.METHODS Totally 50 male SPF grade SD rats were prepared to establish the diabetic models by feeding with high glucose and high fat forage and intraperitoneal injection of streptozotocin,the rats models that were es-tablished successfully were randomly divided into the model group,the Shixiang plaster group and the Kangfuxin solution group.The models of diabetic ulcers were established.The Shixiang plaster group was treated with exter-nal Shixiang plaster,the Kangfuxin solution group was given external Kangfuxin solution,and the model group was treated with coverage with sterile gauze.The wound healing status of the rats was observed,the wound tis-sues were collected for bacterial culture and hematoxylin-eosin(HE)staining after drug administration for 14 and 28 days,respectively.The expression levels of nuclear factor-red cell-2-related factor 2(Nrf-2),heme oxygenase-1(HO-1),tumor necrosis factor-α(TNF-α),interleukin-6(IL-6)and vascular endothelial growth factor(VEGF)were detected by immunohistochemistry(IHC),the expression levels of Nrf-2 and HO-1 were detected with the use of Western Blot,and the levels of serum malondialdehyde(MDA),superoxide dismutase(SOD)and reactive oxygen species(ROS)were detected by enzyme-linked immunosorbent assay(ELISA).RESULTS After the drug administration for 14 and 28 days,the wound healing rates of the Shixiang plaster group were(62.15±3.82)%and(81.68±3.83)%,respectively,higher than(47.14±2.80)%and(69.96±6.49)%of the Kangfuxin solu-tion group and(29.14±9.52)%and(57.91±6.63)%of the model group,and there were significant differences(F=21.716,12.626,P=0.002,0.007).The bacterial colony counts of the Shixiang plaster group were less than those of the Kangfuxin solution group and the model group after the drug administration for 14 and 28 days(P<0.05).The result of HE staining showed that the Shixiang plaster group had a better wound healing.The result of IHC indicated that the expression levels of Nrf-2,HO-1 and VEGF of the Kangfuxin solution group and the Shix-iang plaster group were up-regulated after the drug administration for 28 days,while the expression levels of TNF-α and IL-6 were down-regulated.The expression levels of Nrf-2 and HO-1 proteins of the Shixiang plaster group were higher than those of the Kangfuxin solution group and the model group after the drug administration for 14 and 28 days,the levels of serum MDA and ROS of the Shixiang plaster group were lower than those of the Kangfuxin solution group and the model group,and the serum SOD level of the Shixiang plaster group was higher than that of the model group(P<0.05).CONCLUSIONS Shixiang plaster can effectively promote the wound heal-ing of the rats with diabetic foot ulcers and reduce the bacterial colony counts of wound surfaces.The mechanism may be associated with the alleviation of oxidative stress injury by mediating the Nrf-2/HO-1 signaling pathways,promotion of angiogenesis and inhibition of excessive inflammatory reactions.
8.Development and Initial Validation of the Multi-Dimensional Attention Rating Scale in Highly Educated Adults.
Xin-Yang ZHANG ; Karen SPRUYT ; Jia-Yue SI ; Lin-Lin ZHANG ; Ting-Ting WU ; Yan-Nan LIU ; Di-Ga GAN ; Yu-Xin HU ; Si-Yu LIU ; Teng GAO ; Yi ZHONG ; Yao GE ; Zhe LI ; Zi-Yan LIN ; Yan-Ping BAO ; Xue-Qin WANG ; Yu-Feng WANG ; Lin LU
Chinese Medical Sciences Journal 2025;40(2):100-110
OBJECTIVES:
To report the development, validation, and findings of the Multi-dimensional Attention Rating Scale (MARS), a self-report tool crafted to evaluate six-dimension attention levels.
METHODS:
The MARS was developed based on Classical Test Theory (CTT). Totally 202 highly educated healthy adult participants were recruited for reliability and validity tests. Reliability was measured using Cronbach's alpha and test-retest reliability. Structural validity was explored using principal component analysis. Criterion validity was analyzed by correlating MARS scores with the Toronto Hospital Alertness Test (THAT), the Attentional Control Scale (ACS), and the Attention Network Test (ANT).
RESULTS:
The MARS comprises 12 items spanning six distinct dimensions of attention: focused attention, sustained attention, shifting attention, selective attention, divided attention, and response inhibition.As assessed by six experts, the content validation index (CVI) was 0.95, the Cronbach's alpha for the MARS was 0.78, and the test-retest reliability was 0.81. Four factors were identified (cumulative variance contribution rate 68.79%). The total score of MARS was correlated positively with THAT (r = 0.60, P < 0.01) and ACS (r = 0.78, P < 0.01) and negatively with ANT's reaction time for alerting (r = -0.31, P = 0.049).
CONCLUSIONS
The MARS can reliably and validly assess six-dimension attention levels in real-world settings and is expected to be a new tool for assessing multi-dimensional attention impairments in different mental disorders.
Humans
;
Adult
;
Male
;
Attention/physiology*
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Female
;
Middle Aged
;
Reproducibility of Results
;
Young Adult
;
Psychometrics
9.Interpretation of the group standard of " Humanistic Caring Management Standards for Patients in the Operating Room"
Ruiying YU ; Xinyue MIAO ; Qingmin ZHANG ; Yilan LIU ; Shujie GUO ; Huiling LI ; Guo CHEN ; Chunlan ZHOU ; Ting LIU ; Shuhua DENG ; Hongzhen XIE ; Yu CHENG ; Yinglan LI ; Yanlan MA ; Xia XIN ; Yanjin LIU ; Yongyi CHEN ; Gendi LU ; Xiaoqin GAN ; Feng XU ; Zuwei XIA ; Li HE ; Qinqin CHEN ; Fukang ZHANG ; Songmei WU ; Yi LI ; Wenjuan ZHOU
Chinese Journal of Hospital Administration 2025;41(7):512-517
Humanistic caring for patients in the operating room refers to providing the whole process of caring medical services for patients in the operating room. In order to standardize humanistic caring services for patients in the operating room of medical institutions, improve the comprehensive service level of the operating room, and enhance the surgical experience of patients, the Chinese Association for Life Care released the group standard " Humanistic Caring Management Standards for Patients in the Operating Room" in December 2023. This article interpreted the basic requirements for humanistic caring of patients in the operating room, the environment and facilities for humanistic caring, the procedures and measures for humanistic caring, and the quality management framework, aiming to assist administrators and clinical practitioners across various levels of medical institutions in accurately understanding and effectively implementing the standard, and to provide essential textual reference and practical guidance for promoting the application of the standard.
10.Erratum: Author correction to "Generation of αGal-enhanced bifunctional tumor vaccine" Acta Pharm Sin B 12 (2022) 3177-3186.
Jian HE ; Yu HUO ; Zhikun ZHANG ; Yiqun LUO ; Xiuli LIU ; Qiaoying CHEN ; Pan WU ; Wei SHI ; Tao WU ; Chao TANG ; Huixue WANG ; Lan LI ; Xiyu LIU ; Yong HUANG ; Yongxiang ZHAO ; Lu GAN ; Bing WANG ; Liping ZHONG
Acta Pharmaceutica Sinica B 2025;15(2):1207-1207
[This corrects the article DOI: 10.1016/j.apsb.2022.03.002.].

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